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multimodal neurons
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multimodal-neurons-c07ab696·1 events·first seen 28d agoAliases: multimodal neurons
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multimodal embeddingMultimodal Learningmultimodal classification modelsmultimodal agentsUnified Multimodal Models (UMMs)multimodal pretrainingMultimodal GainMultimodal Large Language ModelsPhi4-MultimodalSuperposition Model (neural networks)multilayer perceptron (MLP)neural network image classifiers
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Multimodal neurons in artificial neural networks
OpenAI researchers discovered neurons in CLIP that respond to the same concept across literal, symbolic, and conceptual representations. This finding parallels multimodal neurons previously observed in biological brains and helps explain CLIP's ability to classify unusual visual renditions of concepts. The work is presented as a step toward understanding the associations and biases learned by CLIP and similar vision-language models.